researchvault

TotalClaw 作者 totalclaw

高速研究编排引擎。管理代理的持久状态、综合和自主验证。

安装 / 下载方式

TotalClaw CLI推荐

totalclaw install totalclaw:totalclaw~lraivisto-vault-research-brain

cURL直接下载，无需登录

curl -fsSL https://skills.taituai.com/api/skills/totalclaw%3Atotalclaw~lraivisto-vault-research-brain/file -o lraivisto-vault-research-brain.md

# ResearchVault 🦞

Autonomous state manager for agentic research.

## Core Features

- **The Vault**: Local SQLite persistence for `artifacts`, `findings`, and `links`.
- **Divergent Reasoning**: Create `branches` and `hypotheses` to explore parallel research paths.
- **Synthesis Engine**: Automated link-discovery using local embeddings.
- **Active Verification**: Self-correcting agents via `verification_missions`.
- **MCP Server**: Native support for cross-agent collaboration.
- **Watchdog Mode**: Continuous background monitoring of URLs and queries.

## Workflows

### 1. Project Initialization
```bash
uv run python scripts/vault.py init --id "metal-v1" --name "Suomi Metal" --objective "Rising underground bands"
```

### 2. Multi-Source Ingestion
```bash
uv run python scripts/vault.py scuttle "https://reddit.com/r/metal" --id "metal-v1"
```

### 3. Synthesis & Verification
```bash
# Link related findings
uv run python scripts/vault.py synthesize --id "metal-v1"

# Plan verification for low-confidence data
uv run python scripts/vault.py verify plan --id "metal-v1"
```

### 4. MCP Server
```bash
uv run python scripts/vault.py mcp --transport stdio
```

## Environment

Requires Python 3.13 and `uv`.

---

## 中文说明

# ResearchVault 🦞

面向代理式研究的自主状态管理器。

## 核心功能

- **The Vault**：用于 `artifacts`、`findings` 和 `links` 的本地 SQLite 持久化存储。
- **发散式推理**：创建 `branches` 和 `hypotheses` 以探索并行的研究路径。
- **综合引擎**：使用本地嵌入向量自动发现关联。
- **主动验证**：通过 `verification_missions` 实现自我纠错的代理。
- **MCP 服务器**：原生支持跨代理协作。
- **看门狗模式**：持续在后台监控 URL 与查询。

## 工作流

### 1. 项目初始化
```bash
uv run python scripts/vault.py init --id "metal-v1" --name "Suomi Metal" --objective "Rising underground bands"
```

### 2. 多来源采集
```bash
uv run python scripts/vault.py scuttle "https://reddit.com/r/metal" --id "metal-v1"
```

### 3. 综合与验证
```bash
# Link related findings
uv run python scripts/vault.py synthesize --id "metal-v1"

# Plan verification for low-confidence data
uv run python scripts/vault.py verify plan --id "metal-v1"
```

### 4. MCP 服务器
```bash
uv run python scripts/vault.py mcp --transport stdio
```

## 环境

需要 Python 3.13 和 `uv`。